Markov Decision Process Based Energy Aware MAC Protocol for IoT WBAN Systems DOI
Damilola D. Olatinwo, Adnan M. Abu‐Mahfouz, Gerhard P. Hancke

et al.

IEEE Sensors Journal, Journal Year: 2024, Volume and Issue: 24(17), P. 27981 - 27997

Published: July 25, 2024

Internet of Things (IoT) enabled WBAN systems play a crucial role in healthcare monitoring, enhancing patients' well-being at an affordable cost.However, their primary challenge lies energy constraints.To optimize the limited resources and extend lifetime devices within network, multi-channel MAC protocol with Markov decision process (MDP-HYMAC) is proposed.This improves efficiency, throughput, network lifetime, minimizes delays by using separate channels for communication between biomedical access points (APs).In addition, employed to stochastically model systems' transition states explore optimal strategies APs.Furthermore, adaptive power allocation scheme, time-slot back-off strategy are designed minimize wastage, consumption, delays.The proposed outperforms baseline methods achieving significant improvements efficiency from 4% 22%.The findings this research strongly indicate that has potential significantly improve performance systems, particularly context sustainable monitoring.

Language: Английский

Information and Analytical System Monitoring and Assessment of the Water Bodies State in the Mineral Resources Complex DOI Creative Commons
Olga Afanaseva,

Mikhail Afanasyev,

Semyon Neyrus

et al.

Inventions, Journal Year: 2024, Volume and Issue: 9(6), P. 115 - 115

Published: Nov. 12, 2024

Currently, one of the most pressing global issues is ensuring that human activities have access to water resources meet essential quality standards. This challenge addressed by implementing a series organizational and technical measures aimed at preserving ecology basins reducing level harmful industrial emissions other pollutants in aquatic environment. To guarantee necessary resources, monitoring conducted based on selected parameters using various methods means control. From these results, suitable are formulated applied maintain quality. Various scientific works extensively discuss different approaches management compliance with specified requirements. Modern strategies for developing systems leverage capabilities information collect, process, store, transmit information, enabling resolution geographically distributed bodies real time. paper proposes an approach employs mathematical identify significant factors determining assess their interrelations priori ranking, multivariate correlation regression analysis, integral quantitative assessment. A hardware software solution development unified integrated analytical system proposed. enables continuous assessment set key parameters, addressing range critical tasks. provides detailed description product, presents demonstration real-world data, discusses anticipated benefits such system.

Language: Английский

Citations

11
Predicting Water Purity by Riding the Ensemble Waves with Gradient Boosting Classification Technique DOI

Ruchika Bhuria,

Kanwarpartap Singh Gill,

Deepak Upadhyay

et al.

Published: July 10, 2024

Language: Английский

Citations

1
Markov Decision Process Based Energy Aware MAC Protocol for IoT WBAN Systems DOI
Damilola D. Olatinwo, Adnan M. Abu‐Mahfouz, Gerhard P. Hancke

et al.

IEEE Sensors Journal, Journal Year: 2024, Volume and Issue: 24(17), P. 27981 - 27997

Published: July 25, 2024

Internet of Things (IoT) enabled WBAN systems play a crucial role in healthcare monitoring, enhancing patients' well-being at an affordable cost.However, their primary challenge lies energy constraints.To optimize the limited resources and extend lifetime devices within network, multi-channel MAC protocol with Markov decision process (MDP-HYMAC) is proposed.This improves efficiency, throughput, network lifetime, minimizes delays by using separate channels for communication between biomedical access points (APs).In addition, employed to stochastically model systems' transition states explore optimal strategies APs.Furthermore, adaptive power allocation scheme, time-slot back-off strategy are designed minimize wastage, consumption, delays.The proposed outperforms baseline methods achieving significant improvements efficiency from 4% 22%.The findings this research strongly indicate that has potential significantly improve performance systems, particularly context sustainable monitoring.

Language: Английский

Citations

0